Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    
    # Resize, and convert data to tensor
    transform = transforms.Compose([transforms.Resize(image_size),
                                   transforms.CenterCrop(image_size),
                                   transforms.ToTensor()])
    # Get the training dataset
    train_data = datasets.ImageFolder(data_dir, transform = transform)
    # Build and prepare DataLoaders
    train_loader = torch.utils.data.DataLoader(dataset = train_data, batch_size = batch_size, shuffle = True)
    
    return train_loader
    

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8588)
Max:  tensor(0.8745)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
# Each layer should look something like convolution > batch norm > leaky ReLU, 
# and so we'll define a function to put these layers together.
# This function will create a sequential series of a convolutional + an optional batch norm layer. 
# We'll create these using PyTorch's Sequential container, which takes in a list of layers and 
# creates layers according to the order that they are passed in to the Sequential constructor.

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        # 32x32 input
        # We are starting with 32 filters in the first layer, then 
        # double that depth as we add layers
        # First layer, no batch_norm 
        # Depth = 3 for each color channel RGB, kernel size = 4
        self.conv1 = conv(3, conv_dim, 4, batch_norm = False)
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8  out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        # Final, fully connected layer
        # 2x2 image with a depth of conv_dim*8
        # Produces one value as output
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
             

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        
        # Parsing x through the convolutional layers one at a time
        # Applying leaky_relu activation function to each of these outputs
        # Using a negative slope of 0.2
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        # Flatten the output in the final convulation layer
        out = out.view(-1, self.conv_dim*8*2*2)
        # Final output layer
        # There is no activation function here so this should give the discriminator logits
        out = self.fc(out)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
# For each of these layers, the general scheme is transpose convolution > batch norm > ReLU, 
# and so we'll define a function to put these layers together.
# This function will create a sequential series of a transpose convolutional + an optional batch norm layer. 
# We'll create these using PyTorch's Sequential container, which takes in a list of layers and creates 
# layers according to the order that they are passed in to the Sequential constructor.

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transpose convolutional layer, with optional batch normalization.
    """
    layers = []
    # append transpose conv layer
    layers.append(nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False))
    # optional batch norm layer
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    # using Sequential container
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        # First, fully connected layer
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        # Reshape
        # Transpose convolutional layers
        self.deconv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.deconv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.deconv3 = deconv(conv_dim*2, conv_dim, 4)
        # Desired size is 32x32 
        # Desired depth is an output of 3 for an RGB iamge
        self.deconv4 = deconv(conv_dim, 3, 4, batch_norm = False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        # Fully connected + reshape
        out = self.fc(x)
        # -1 is going to be a place holder for a batch size
        # Depth is defined by the convolutional dimension which conv_dim*8 = 256
        # width and heignt are 2x2
        # batch_size, depth, 2, 2
        out = out.view(-1, self.conv_dim*8, 2, 2)
        # Hidden transpose convolutional layers + relu
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.relu(self.deconv3(out))
        # Last layer + tanh activation
        # The returned output should be a generated image that's 32x32x3
        # Pixel values in range from -1 to 1
        out = torch.tanh(self.deconv4(out))
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
   
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    # https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/models/networks.py
    # define the initialization function 
    
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        m.weight.data.normal_(0.0, 0.02)
        if hasattr(m, 'bias') and m.bias is not None:
            m.weight.data.fill_(0.0)
 
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

# The losses will by binary cross entropy loss with logits, which we 
# can get with BCEWithLogitsLoss. This combines a sigmoid activation 
# function and and binary cross entropy loss in one function.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    # label smoothing
    if smooth:
        # smooth, real labels = 0.9
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size) # real labels = 1
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim
# params
lr = 0.0002
beta1 = 0.5
beta2 = 0.999 # default value 

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # TRAIN THE DISCRIMINATOR
            
            d_optimizer.zero_grad()
            
            # 1. Train the discriminator on real and fake images
            
            # A. Train with real images
            
            # Compute the discriminator losses in real images
            if train_on_gpu:
                real_images = real_images.cuda()
                
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # B. Train with fake images
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            # Add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            

            # TRAIN THE GENERATOR
            
            # 2. Train the generator with an adversarial loss
            
            g_optimizer.zero_grad()
            
            # 1. Train with fake images and flipped labels
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                 z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images using flipped labels
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels
            
            # Perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 20


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   20] | d_loss: 1.3864 | g_loss: 0.7537
Epoch [    1/   20] | d_loss: 0.4455 | g_loss: 2.4063
Epoch [    1/   20] | d_loss: 1.0493 | g_loss: 1.6692
Epoch [    1/   20] | d_loss: 0.8267 | g_loss: 1.5944
Epoch [    1/   20] | d_loss: 0.8760 | g_loss: 1.8144
Epoch [    1/   20] | d_loss: 0.8494 | g_loss: 2.3120
Epoch [    1/   20] | d_loss: 0.9927 | g_loss: 3.2770
Epoch [    1/   20] | d_loss: 0.7862 | g_loss: 2.7798
Epoch [    1/   20] | d_loss: 0.9279 | g_loss: 2.8014
Epoch [    1/   20] | d_loss: 1.2214 | g_loss: 3.6459
Epoch [    1/   20] | d_loss: 0.7112 | g_loss: 3.3219
Epoch [    1/   20] | d_loss: 0.6017 | g_loss: 2.7058
Epoch [    1/   20] | d_loss: 0.6856 | g_loss: 2.9242
Epoch [    1/   20] | d_loss: 0.7560 | g_loss: 2.8913
Epoch [    1/   20] | d_loss: 0.8604 | g_loss: 2.8914
Epoch [    1/   20] | d_loss: 0.7927 | g_loss: 2.7165
Epoch [    1/   20] | d_loss: 0.8313 | g_loss: 3.5431
Epoch [    1/   20] | d_loss: 0.7268 | g_loss: 3.8937
Epoch [    1/   20] | d_loss: 0.8511 | g_loss: 2.8853
Epoch [    1/   20] | d_loss: 0.6640 | g_loss: 2.9686
Epoch [    1/   20] | d_loss: 0.8861 | g_loss: 1.2725
Epoch [    1/   20] | d_loss: 0.6990 | g_loss: 3.1073
Epoch [    1/   20] | d_loss: 0.9603 | g_loss: 3.1189
Epoch [    1/   20] | d_loss: 0.5552 | g_loss: 3.6231
Epoch [    1/   20] | d_loss: 0.6985 | g_loss: 3.4130
Epoch [    1/   20] | d_loss: 0.5368 | g_loss: 3.5342
Epoch [    1/   20] | d_loss: 0.8277 | g_loss: 2.6166
Epoch [    1/   20] | d_loss: 1.2814 | g_loss: 4.1983
Epoch [    1/   20] | d_loss: 0.5722 | g_loss: 2.6516
Epoch [    2/   20] | d_loss: 0.5062 | g_loss: 3.3793
Epoch [    2/   20] | d_loss: 0.9467 | g_loss: 4.1364
Epoch [    2/   20] | d_loss: 0.6116 | g_loss: 2.1399
Epoch [    2/   20] | d_loss: 0.6770 | g_loss: 2.6729
Epoch [    2/   20] | d_loss: 0.6334 | g_loss: 2.2300
Epoch [    2/   20] | d_loss: 0.9325 | g_loss: 1.5110
Epoch [    2/   20] | d_loss: 0.7900 | g_loss: 3.8141
Epoch [    2/   20] | d_loss: 0.7964 | g_loss: 2.1155
Epoch [    2/   20] | d_loss: 0.8509 | g_loss: 3.7245
Epoch [    2/   20] | d_loss: 0.8092 | g_loss: 2.9197
Epoch [    2/   20] | d_loss: 0.6574 | g_loss: 3.6273
Epoch [    2/   20] | d_loss: 0.8730 | g_loss: 1.8243
Epoch [    2/   20] | d_loss: 0.7881 | g_loss: 3.1502
Epoch [    2/   20] | d_loss: 0.9724 | g_loss: 3.6724
Epoch [    2/   20] | d_loss: 0.5189 | g_loss: 2.1459
Epoch [    2/   20] | d_loss: 0.7439 | g_loss: 3.0192
Epoch [    2/   20] | d_loss: 1.0933 | g_loss: 4.9130
Epoch [    2/   20] | d_loss: 0.4941 | g_loss: 2.6217
Epoch [    2/   20] | d_loss: 0.6460 | g_loss: 3.7252
Epoch [    2/   20] | d_loss: 0.6104 | g_loss: 2.8551
Epoch [    2/   20] | d_loss: 0.6483 | g_loss: 4.1242
Epoch [    2/   20] | d_loss: 1.2456 | g_loss: 5.9476
Epoch [    2/   20] | d_loss: 0.8359 | g_loss: 2.9030
Epoch [    2/   20] | d_loss: 0.7632 | g_loss: 3.2905
Epoch [    2/   20] | d_loss: 0.9260 | g_loss: 3.6275
Epoch [    2/   20] | d_loss: 0.3907 | g_loss: 1.8085
Epoch [    2/   20] | d_loss: 0.9344 | g_loss: 1.3872
Epoch [    2/   20] | d_loss: 0.5919 | g_loss: 3.9538
Epoch [    2/   20] | d_loss: 0.7591 | g_loss: 2.7122
Epoch [    3/   20] | d_loss: 0.6195 | g_loss: 2.6666
Epoch [    3/   20] | d_loss: 0.5761 | g_loss: 3.3062
Epoch [    3/   20] | d_loss: 0.5938 | g_loss: 0.9418
Epoch [    3/   20] | d_loss: 0.7569 | g_loss: 1.3141
Epoch [    3/   20] | d_loss: 0.6449 | g_loss: 2.2737
Epoch [    3/   20] | d_loss: 0.7186 | g_loss: 1.1219
Epoch [    3/   20] | d_loss: 0.6388 | g_loss: 2.2281
Epoch [    3/   20] | d_loss: 0.5761 | g_loss: 3.4545
Epoch [    3/   20] | d_loss: 0.5212 | g_loss: 3.2693
Epoch [    3/   20] | d_loss: 1.4039 | g_loss: 5.8517
Epoch [    3/   20] | d_loss: 0.8291 | g_loss: 1.2296
Epoch [    3/   20] | d_loss: 0.6917 | g_loss: 3.7973
Epoch [    3/   20] | d_loss: 0.7346 | g_loss: 2.1501
Epoch [    3/   20] | d_loss: 0.7254 | g_loss: 2.3668
Epoch [    3/   20] | d_loss: 0.5364 | g_loss: 2.1536
Epoch [    3/   20] | d_loss: 0.8434 | g_loss: 0.6556
Epoch [    3/   20] | d_loss: 0.6952 | g_loss: 1.7496
Epoch [    3/   20] | d_loss: 1.6059 | g_loss: 0.4254
Epoch [    3/   20] | d_loss: 0.4004 | g_loss: 3.4026
Epoch [    3/   20] | d_loss: 1.1157 | g_loss: 1.3038
Epoch [    3/   20] | d_loss: 0.7622 | g_loss: 2.3780
Epoch [    3/   20] | d_loss: 0.7329 | g_loss: 3.3441
Epoch [    3/   20] | d_loss: 0.6820 | g_loss: 2.5575
Epoch [    3/   20] | d_loss: 0.7432 | g_loss: 3.7343
Epoch [    3/   20] | d_loss: 0.5273 | g_loss: 2.7583
Epoch [    3/   20] | d_loss: 1.7019 | g_loss: 4.6601
Epoch [    3/   20] | d_loss: 0.6884 | g_loss: 3.2216
Epoch [    3/   20] | d_loss: 0.4080 | g_loss: 2.5938
Epoch [    3/   20] | d_loss: 0.5765 | g_loss: 3.0406
Epoch [    4/   20] | d_loss: 1.3644 | g_loss: 4.8686
Epoch [    4/   20] | d_loss: 0.3375 | g_loss: 2.6005
Epoch [    4/   20] | d_loss: 0.6145 | g_loss: 2.0874
Epoch [    4/   20] | d_loss: 0.4676 | g_loss: 2.4775
Epoch [    4/   20] | d_loss: 0.9187 | g_loss: 2.8822
Epoch [    4/   20] | d_loss: 0.8184 | g_loss: 1.6566
Epoch [    4/   20] | d_loss: 0.5296 | g_loss: 1.6743
Epoch [    4/   20] | d_loss: 1.0010 | g_loss: 1.7225
Epoch [    4/   20] | d_loss: 0.4897 | g_loss: 2.3539
Epoch [    4/   20] | d_loss: 0.4724 | g_loss: 2.2421
Epoch [    4/   20] | d_loss: 0.8974 | g_loss: 3.3515
Epoch [    4/   20] | d_loss: 0.6084 | g_loss: 1.9784
Epoch [    4/   20] | d_loss: 0.5658 | g_loss: 2.2304
Epoch [    4/   20] | d_loss: 0.3899 | g_loss: 2.8818
Epoch [    4/   20] | d_loss: 0.9718 | g_loss: 2.5018
Epoch [    4/   20] | d_loss: 0.5095 | g_loss: 2.1646
Epoch [    4/   20] | d_loss: 0.5997 | g_loss: 1.5326
Epoch [    4/   20] | d_loss: 0.7793 | g_loss: 3.2994
Epoch [    4/   20] | d_loss: 0.7785 | g_loss: 1.6955
Epoch [    4/   20] | d_loss: 0.9634 | g_loss: 1.5051
Epoch [    4/   20] | d_loss: 0.8351 | g_loss: 1.5443
Epoch [    4/   20] | d_loss: 0.5245 | g_loss: 2.4312
Epoch [    4/   20] | d_loss: 0.8119 | g_loss: 3.9623
Epoch [    4/   20] | d_loss: 0.8473 | g_loss: 1.6562
Epoch [    4/   20] | d_loss: 0.8024 | g_loss: 2.3837
Epoch [    4/   20] | d_loss: 0.4172 | g_loss: 2.2295
Epoch [    4/   20] | d_loss: 0.5714 | g_loss: 1.3889
Epoch [    4/   20] | d_loss: 0.9010 | g_loss: 2.7150
Epoch [    4/   20] | d_loss: 0.6894 | g_loss: 2.3160
Epoch [    5/   20] | d_loss: 1.1737 | g_loss: 3.0458
Epoch [    5/   20] | d_loss: 0.8469 | g_loss: 4.2502
Epoch [    5/   20] | d_loss: 0.6831 | g_loss: 2.1281
Epoch [    5/   20] | d_loss: 0.7443 | g_loss: 2.2859
Epoch [    5/   20] | d_loss: 0.6268 | g_loss: 1.7212
Epoch [    5/   20] | d_loss: 0.6321 | g_loss: 1.5153
Epoch [    5/   20] | d_loss: 0.4555 | g_loss: 2.3125
Epoch [    5/   20] | d_loss: 0.6324 | g_loss: 2.4374
Epoch [    5/   20] | d_loss: 0.4959 | g_loss: 2.6226
Epoch [    5/   20] | d_loss: 0.8082 | g_loss: 2.5830
Epoch [    5/   20] | d_loss: 1.5862 | g_loss: 0.1748
Epoch [    5/   20] | d_loss: 0.5868 | g_loss: 1.6250
Epoch [    5/   20] | d_loss: 0.6550 | g_loss: 2.4242
Epoch [    5/   20] | d_loss: 0.7380 | g_loss: 2.8631
Epoch [    5/   20] | d_loss: 1.2935 | g_loss: 3.4721
Epoch [    5/   20] | d_loss: 0.9458 | g_loss: 0.6909
Epoch [    5/   20] | d_loss: 0.9581 | g_loss: 3.3378
Epoch [    5/   20] | d_loss: 0.7085 | g_loss: 3.1083
Epoch [    5/   20] | d_loss: 0.5193 | g_loss: 0.7857
Epoch [    5/   20] | d_loss: 0.6851 | g_loss: 2.5684
Epoch [    5/   20] | d_loss: 0.6243 | g_loss: 1.6238
Epoch [    5/   20] | d_loss: 0.6937 | g_loss: 1.9555
Epoch [    5/   20] | d_loss: 0.5825 | g_loss: 2.2884
Epoch [    5/   20] | d_loss: 0.8692 | g_loss: 2.5161
Epoch [    5/   20] | d_loss: 0.4745 | g_loss: 2.7687
Epoch [    5/   20] | d_loss: 0.3710 | g_loss: 1.2490
Epoch [    5/   20] | d_loss: 0.6572 | g_loss: 1.8043
Epoch [    5/   20] | d_loss: 0.9346 | g_loss: 1.3206
Epoch [    5/   20] | d_loss: 0.8617 | g_loss: 1.5689
Epoch [    6/   20] | d_loss: 0.7768 | g_loss: 4.2105
Epoch [    6/   20] | d_loss: 0.3697 | g_loss: 3.5944
Epoch [    6/   20] | d_loss: 0.5307 | g_loss: 2.0655
Epoch [    6/   20] | d_loss: 0.9639 | g_loss: 1.2414
Epoch [    6/   20] | d_loss: 0.8202 | g_loss: 3.2650
Epoch [    6/   20] | d_loss: 1.3995 | g_loss: 1.7820
Epoch [    6/   20] | d_loss: 1.2289 | g_loss: 0.7738
Epoch [    6/   20] | d_loss: 0.7476 | g_loss: 3.4095
Epoch [    6/   20] | d_loss: 0.6085 | g_loss: 2.1005
Epoch [    6/   20] | d_loss: 0.6988 | g_loss: 1.7775
Epoch [    6/   20] | d_loss: 0.6697 | g_loss: 2.4351
Epoch [    6/   20] | d_loss: 0.5988 | g_loss: 2.3785
Epoch [    6/   20] | d_loss: 0.5491 | g_loss: 3.2140
Epoch [    6/   20] | d_loss: 0.4901 | g_loss: 1.9575
Epoch [    6/   20] | d_loss: 0.4921 | g_loss: 2.6035
Epoch [    6/   20] | d_loss: 0.6276 | g_loss: 2.3791
Epoch [    6/   20] | d_loss: 0.4436 | g_loss: 2.8237
Epoch [    6/   20] | d_loss: 0.7483 | g_loss: 2.0736
Epoch [    6/   20] | d_loss: 0.5951 | g_loss: 1.5363
Epoch [    6/   20] | d_loss: 0.6962 | g_loss: 2.6311
Epoch [    6/   20] | d_loss: 0.7447 | g_loss: 2.4846
Epoch [    6/   20] | d_loss: 0.4677 | g_loss: 1.3865
Epoch [    6/   20] | d_loss: 0.6175 | g_loss: 1.7617
Epoch [    6/   20] | d_loss: 1.4814 | g_loss: 0.9573
Epoch [    6/   20] | d_loss: 0.8558 | g_loss: 1.1413
Epoch [    6/   20] | d_loss: 0.5293 | g_loss: 2.7628
Epoch [    6/   20] | d_loss: 0.3326 | g_loss: 2.1942
Epoch [    6/   20] | d_loss: 0.6466 | g_loss: 2.4241
Epoch [    6/   20] | d_loss: 0.5325 | g_loss: 1.3691
Epoch [    7/   20] | d_loss: 1.0522 | g_loss: 4.1694
Epoch [    7/   20] | d_loss: 0.5623 | g_loss: 0.6199
Epoch [    7/   20] | d_loss: 0.5113 | g_loss: 1.8304
Epoch [    7/   20] | d_loss: 0.4599 | g_loss: 2.2547
Epoch [    7/   20] | d_loss: 1.1122 | g_loss: 1.0862
Epoch [    7/   20] | d_loss: 0.8571 | g_loss: 1.7175
Epoch [    7/   20] | d_loss: 0.6679 | g_loss: 2.5822
Epoch [    7/   20] | d_loss: 0.8022 | g_loss: 2.9627
Epoch [    7/   20] | d_loss: 0.6183 | g_loss: 1.3911
Epoch [    7/   20] | d_loss: 0.6348 | g_loss: 2.2525
Epoch [    7/   20] | d_loss: 0.8575 | g_loss: 2.7947
Epoch [    7/   20] | d_loss: 1.2163 | g_loss: 1.5305
Epoch [    7/   20] | d_loss: 0.6972 | g_loss: 2.9418
Epoch [    7/   20] | d_loss: 0.8314 | g_loss: 0.9176
Epoch [    7/   20] | d_loss: 0.9523 | g_loss: 1.9724
Epoch [    7/   20] | d_loss: 0.4645 | g_loss: 2.1685
Epoch [    7/   20] | d_loss: 0.3199 | g_loss: 1.9568
Epoch [    7/   20] | d_loss: 0.7342 | g_loss: 0.8826
Epoch [    7/   20] | d_loss: 0.8598 | g_loss: 0.6039
Epoch [    7/   20] | d_loss: 0.8742 | g_loss: 2.2052
Epoch [    7/   20] | d_loss: 0.6965 | g_loss: 3.0603
Epoch [    7/   20] | d_loss: 0.8033 | g_loss: 1.0533
Epoch [    7/   20] | d_loss: 1.9946 | g_loss: 4.6177
Epoch [    7/   20] | d_loss: 0.4899 | g_loss: 3.6716
Epoch [    7/   20] | d_loss: 0.5795 | g_loss: 1.4969
Epoch [    7/   20] | d_loss: 0.5638 | g_loss: 2.6526
Epoch [    7/   20] | d_loss: 1.0791 | g_loss: 1.0047
Epoch [    7/   20] | d_loss: 0.5949 | g_loss: 1.5594
Epoch [    7/   20] | d_loss: 0.5032 | g_loss: 2.1512
Epoch [    8/   20] | d_loss: 0.6125 | g_loss: 3.1368
Epoch [    8/   20] | d_loss: 0.5326 | g_loss: 2.4116
Epoch [    8/   20] | d_loss: 0.8717 | g_loss: 3.3734
Epoch [    8/   20] | d_loss: 1.1458 | g_loss: 4.3765
Epoch [    8/   20] | d_loss: 0.3834 | g_loss: 3.7314
Epoch [    8/   20] | d_loss: 0.5072 | g_loss: 1.7348
Epoch [    8/   20] | d_loss: 0.6145 | g_loss: 2.1604
Epoch [    8/   20] | d_loss: 0.6814 | g_loss: 1.8510
Epoch [    8/   20] | d_loss: 0.4287 | g_loss: 2.5968
Epoch [    8/   20] | d_loss: 0.4525 | g_loss: 1.8083
Epoch [    8/   20] | d_loss: 0.3694 | g_loss: 3.6720
Epoch [    8/   20] | d_loss: 1.2362 | g_loss: 1.0346
Epoch [    8/   20] | d_loss: 0.7140 | g_loss: 4.3135
Epoch [    8/   20] | d_loss: 0.9995 | g_loss: 3.9609
Epoch [    8/   20] | d_loss: 1.6712 | g_loss: 0.8921
Epoch [    8/   20] | d_loss: 0.4584 | g_loss: 2.5283
Epoch [    8/   20] | d_loss: 0.5867 | g_loss: 2.2698
Epoch [    8/   20] | d_loss: 0.3456 | g_loss: 2.9606
Epoch [    8/   20] | d_loss: 0.6457 | g_loss: 2.5123
Epoch [    8/   20] | d_loss: 0.4331 | g_loss: 2.5325
Epoch [    8/   20] | d_loss: 0.8553 | g_loss: 1.8810
Epoch [    8/   20] | d_loss: 0.7298 | g_loss: 2.8878
Epoch [    8/   20] | d_loss: 0.5953 | g_loss: 2.1883
Epoch [    8/   20] | d_loss: 0.6090 | g_loss: 1.5327
Epoch [    8/   20] | d_loss: 0.3634 | g_loss: 2.4615
Epoch [    8/   20] | d_loss: 0.7769 | g_loss: 1.7384
Epoch [    8/   20] | d_loss: 1.1539 | g_loss: 2.5905
Epoch [    8/   20] | d_loss: 0.6268 | g_loss: 1.6492
Epoch [    8/   20] | d_loss: 0.8698 | g_loss: 1.7628
Epoch [    9/   20] | d_loss: 0.9150 | g_loss: 2.5066
Epoch [    9/   20] | d_loss: 0.3579 | g_loss: 3.3429
Epoch [    9/   20] | d_loss: 0.5020 | g_loss: 2.2104
Epoch [    9/   20] | d_loss: 0.8136 | g_loss: 3.2368
Epoch [    9/   20] | d_loss: 0.3929 | g_loss: 3.5860
Epoch [    9/   20] | d_loss: 0.7595 | g_loss: 1.5659
Epoch [    9/   20] | d_loss: 0.5269 | g_loss: 2.5529
Epoch [    9/   20] | d_loss: 0.2186 | g_loss: 2.1171
Epoch [    9/   20] | d_loss: 0.5781 | g_loss: 1.8387
Epoch [    9/   20] | d_loss: 0.5375 | g_loss: 2.0206
Epoch [    9/   20] | d_loss: 0.8082 | g_loss: 1.9762
Epoch [    9/   20] | d_loss: 0.6933 | g_loss: 1.2512
Epoch [    9/   20] | d_loss: 0.8246 | g_loss: 1.1024
Epoch [    9/   20] | d_loss: 0.5888 | g_loss: 1.3079
Epoch [    9/   20] | d_loss: 0.6360 | g_loss: 3.0119
Epoch [    9/   20] | d_loss: 0.4415 | g_loss: 3.1529
Epoch [    9/   20] | d_loss: 0.5841 | g_loss: 2.4467
Epoch [    9/   20] | d_loss: 0.8616 | g_loss: 4.0727
Epoch [    9/   20] | d_loss: 0.7020 | g_loss: 2.1776
Epoch [    9/   20] | d_loss: 0.3254 | g_loss: 2.9601
Epoch [    9/   20] | d_loss: 0.5956 | g_loss: 2.9903
Epoch [    9/   20] | d_loss: 0.5668 | g_loss: 2.5917
Epoch [    9/   20] | d_loss: 0.6603 | g_loss: 3.2223
Epoch [    9/   20] | d_loss: 0.6965 | g_loss: 1.9892
Epoch [    9/   20] | d_loss: 0.6646 | g_loss: 2.3188
Epoch [    9/   20] | d_loss: 0.4034 | g_loss: 3.0935
Epoch [    9/   20] | d_loss: 0.4618 | g_loss: 2.1344
Epoch [    9/   20] | d_loss: 0.4744 | g_loss: 2.6920
Epoch [    9/   20] | d_loss: 0.5504 | g_loss: 3.0594
Epoch [   10/   20] | d_loss: 0.5798 | g_loss: 2.6047
Epoch [   10/   20] | d_loss: 0.8278 | g_loss: 2.4658
Epoch [   10/   20] | d_loss: 0.5061 | g_loss: 3.0954
Epoch [   10/   20] | d_loss: 0.4476 | g_loss: 2.8300
Epoch [   10/   20] | d_loss: 1.6969 | g_loss: 0.9153
Epoch [   10/   20] | d_loss: 0.6604 | g_loss: 3.0256
Epoch [   10/   20] | d_loss: 0.4016 | g_loss: 2.0899
Epoch [   10/   20] | d_loss: 0.4649 | g_loss: 1.3904
Epoch [   10/   20] | d_loss: 0.4516 | g_loss: 1.7732
Epoch [   10/   20] | d_loss: 0.8513 | g_loss: 0.9569
Epoch [   10/   20] | d_loss: 0.5628 | g_loss: 3.0475
Epoch [   10/   20] | d_loss: 0.6264 | g_loss: 1.8525
Epoch [   10/   20] | d_loss: 0.6221 | g_loss: 3.2118
Epoch [   10/   20] | d_loss: 0.4650 | g_loss: 2.9297
Epoch [   10/   20] | d_loss: 0.5385 | g_loss: 2.9147
Epoch [   10/   20] | d_loss: 0.4344 | g_loss: 3.2248
Epoch [   10/   20] | d_loss: 0.4764 | g_loss: 3.4218
Epoch [   10/   20] | d_loss: 1.5644 | g_loss: 1.3580
Epoch [   10/   20] | d_loss: 0.4210 | g_loss: 2.4935
Epoch [   10/   20] | d_loss: 0.3536 | g_loss: 2.9925
Epoch [   10/   20] | d_loss: 0.5721 | g_loss: 2.3859
Epoch [   10/   20] | d_loss: 0.7105 | g_loss: 2.6918
Epoch [   10/   20] | d_loss: 0.3591 | g_loss: 2.2779
Epoch [   10/   20] | d_loss: 0.3482 | g_loss: 1.9328
Epoch [   10/   20] | d_loss: 0.5466 | g_loss: 2.4133
Epoch [   10/   20] | d_loss: 0.3925 | g_loss: 2.8286
Epoch [   10/   20] | d_loss: 1.0297 | g_loss: 0.9199
Epoch [   10/   20] | d_loss: 0.6647 | g_loss: 1.9489
Epoch [   10/   20] | d_loss: 0.6822 | g_loss: 2.9226
Epoch [   11/   20] | d_loss: 3.3824 | g_loss: 4.2735
Epoch [   11/   20] | d_loss: 0.4754 | g_loss: 2.2615
Epoch [   11/   20] | d_loss: 0.9963 | g_loss: 3.5128
Epoch [   11/   20] | d_loss: 0.4513 | g_loss: 2.9430
Epoch [   11/   20] | d_loss: 0.5498 | g_loss: 1.6916
Epoch [   11/   20] | d_loss: 0.3236 | g_loss: 2.4351
Epoch [   11/   20] | d_loss: 0.7772 | g_loss: 2.2488
Epoch [   11/   20] | d_loss: 0.5744 | g_loss: 3.5525
Epoch [   11/   20] | d_loss: 0.5453 | g_loss: 3.2070
Epoch [   11/   20] | d_loss: 0.4043 | g_loss: 3.0752
Epoch [   11/   20] | d_loss: 0.6477 | g_loss: 2.9970
Epoch [   11/   20] | d_loss: 0.5875 | g_loss: 2.2494
Epoch [   11/   20] | d_loss: 0.3456 | g_loss: 2.2569
Epoch [   11/   20] | d_loss: 0.4301 | g_loss: 2.4369
Epoch [   11/   20] | d_loss: 0.5929 | g_loss: 3.2587
Epoch [   11/   20] | d_loss: 0.9490 | g_loss: 0.5586
Epoch [   11/   20] | d_loss: 0.3091 | g_loss: 3.3138
Epoch [   11/   20] | d_loss: 0.6202 | g_loss: 1.4396
Epoch [   11/   20] | d_loss: 1.3545 | g_loss: 4.3791
Epoch [   11/   20] | d_loss: 0.3979 | g_loss: 1.8897
Epoch [   11/   20] | d_loss: 0.7108 | g_loss: 1.6906
Epoch [   11/   20] | d_loss: 0.5522 | g_loss: 1.3333
Epoch [   11/   20] | d_loss: 0.3333 | g_loss: 3.6478
Epoch [   11/   20] | d_loss: 0.4797 | g_loss: 3.0162
Epoch [   11/   20] | d_loss: 0.3254 | g_loss: 1.5995
Epoch [   11/   20] | d_loss: 0.4137 | g_loss: 3.0382
Epoch [   11/   20] | d_loss: 0.3463 | g_loss: 2.7397
Epoch [   11/   20] | d_loss: 0.3619 | g_loss: 3.1851
Epoch [   11/   20] | d_loss: 0.7174 | g_loss: 4.5137
Epoch [   12/   20] | d_loss: 0.2971 | g_loss: 2.3237
Epoch [   12/   20] | d_loss: 0.2750 | g_loss: 3.0722
Epoch [   12/   20] | d_loss: 0.3549 | g_loss: 1.3360
Epoch [   12/   20] | d_loss: 0.3222 | g_loss: 2.5785
Epoch [   12/   20] | d_loss: 0.7045 | g_loss: 2.1733
Epoch [   12/   20] | d_loss: 0.8349 | g_loss: 3.7166
Epoch [   12/   20] | d_loss: 0.5659 | g_loss: 3.2362
Epoch [   12/   20] | d_loss: 1.4002 | g_loss: 3.9201
Epoch [   12/   20] | d_loss: 0.3666 | g_loss: 2.2993
Epoch [   12/   20] | d_loss: 0.3714 | g_loss: 1.8759
Epoch [   12/   20] | d_loss: 0.8547 | g_loss: 2.4065
Epoch [   12/   20] | d_loss: 0.5709 | g_loss: 2.7168
Epoch [   12/   20] | d_loss: 0.5656 | g_loss: 1.8962
Epoch [   12/   20] | d_loss: 0.5780 | g_loss: 3.5711
Epoch [   12/   20] | d_loss: 0.7092 | g_loss: 3.0578
Epoch [   12/   20] | d_loss: 1.1115 | g_loss: 1.6231
Epoch [   12/   20] | d_loss: 0.5940 | g_loss: 1.2063
Epoch [   12/   20] | d_loss: 0.2782 | g_loss: 3.3340
Epoch [   12/   20] | d_loss: 0.2934 | g_loss: 2.1908
Epoch [   12/   20] | d_loss: 0.5348 | g_loss: 1.8247
Epoch [   12/   20] | d_loss: 0.6303 | g_loss: 4.3256
Epoch [   12/   20] | d_loss: 0.5032 | g_loss: 1.4790
Epoch [   12/   20] | d_loss: 0.2163 | g_loss: 2.6604
Epoch [   12/   20] | d_loss: 0.5762 | g_loss: 2.9419
Epoch [   12/   20] | d_loss: 1.1163 | g_loss: 3.4712
Epoch [   12/   20] | d_loss: 0.5875 | g_loss: 3.8679
Epoch [   12/   20] | d_loss: 0.2331 | g_loss: 1.9378
Epoch [   12/   20] | d_loss: 0.3364 | g_loss: 1.8633
Epoch [   12/   20] | d_loss: 0.3711 | g_loss: 1.4187
Epoch [   13/   20] | d_loss: 0.2635 | g_loss: 2.9563
Epoch [   13/   20] | d_loss: 0.4506 | g_loss: 1.6139
Epoch [   13/   20] | d_loss: 0.2044 | g_loss: 2.2192
Epoch [   13/   20] | d_loss: 0.5039 | g_loss: 2.1665
Epoch [   13/   20] | d_loss: 0.2569 | g_loss: 4.2349
Epoch [   13/   20] | d_loss: 0.2417 | g_loss: 3.8196
Epoch [   13/   20] | d_loss: 0.4271 | g_loss: 3.8943
Epoch [   13/   20] | d_loss: 0.2325 | g_loss: 3.1005
Epoch [   13/   20] | d_loss: 0.4269 | g_loss: 2.2625
Epoch [   13/   20] | d_loss: 0.2675 | g_loss: 3.2199
Epoch [   13/   20] | d_loss: 0.6134 | g_loss: 2.7195
Epoch [   13/   20] | d_loss: 0.3583 | g_loss: 3.8368
Epoch [   13/   20] | d_loss: 0.7567 | g_loss: 1.1270
Epoch [   13/   20] | d_loss: 0.3312 | g_loss: 2.4863
Epoch [   13/   20] | d_loss: 0.1612 | g_loss: 4.6723
Epoch [   13/   20] | d_loss: 0.2772 | g_loss: 3.3480
Epoch [   13/   20] | d_loss: 0.5685 | g_loss: 1.6385
Epoch [   13/   20] | d_loss: 0.7756 | g_loss: 3.1707
Epoch [   13/   20] | d_loss: 0.2823 | g_loss: 3.9954
Epoch [   13/   20] | d_loss: 1.3356 | g_loss: 2.2142
Epoch [   13/   20] | d_loss: 0.6661 | g_loss: 1.9792
Epoch [   13/   20] | d_loss: 0.4851 | g_loss: 2.7337
Epoch [   13/   20] | d_loss: 0.7862 | g_loss: 3.6514
Epoch [   13/   20] | d_loss: 0.3277 | g_loss: 1.4101
Epoch [   13/   20] | d_loss: 0.1299 | g_loss: 4.0810
Epoch [   13/   20] | d_loss: 0.5861 | g_loss: 1.7270
Epoch [   13/   20] | d_loss: 0.3621 | g_loss: 3.1915
Epoch [   13/   20] | d_loss: 0.6538 | g_loss: 4.1956
Epoch [   13/   20] | d_loss: 0.4043 | g_loss: 2.6150
Epoch [   14/   20] | d_loss: 0.3077 | g_loss: 2.2579
Epoch [   14/   20] | d_loss: 0.3761 | g_loss: 1.2648
Epoch [   14/   20] | d_loss: 0.4407 | g_loss: 2.2751
Epoch [   14/   20] | d_loss: 0.2826 | g_loss: 3.4746
Epoch [   14/   20] | d_loss: 0.3731 | g_loss: 1.9837
Epoch [   14/   20] | d_loss: 0.4517 | g_loss: 2.9582
Epoch [   14/   20] | d_loss: 0.5738 | g_loss: 3.4197
Epoch [   14/   20] | d_loss: 0.9372 | g_loss: 4.0510
Epoch [   14/   20] | d_loss: 0.4303 | g_loss: 2.8737
Epoch [   14/   20] | d_loss: 0.8418 | g_loss: 1.2949
Epoch [   14/   20] | d_loss: 0.2399 | g_loss: 3.2716
Epoch [   14/   20] | d_loss: 0.3657 | g_loss: 1.4138
Epoch [   14/   20] | d_loss: 0.2438 | g_loss: 3.0526
Epoch [   14/   20] | d_loss: 0.6573 | g_loss: 2.2026
Epoch [   14/   20] | d_loss: 0.4804 | g_loss: 3.8462
Epoch [   14/   20] | d_loss: 0.4332 | g_loss: 3.6024
Epoch [   14/   20] | d_loss: 0.4278 | g_loss: 2.2063
Epoch [   14/   20] | d_loss: 0.4050 | g_loss: 2.8499
Epoch [   14/   20] | d_loss: 0.7022 | g_loss: 1.8944
Epoch [   14/   20] | d_loss: 0.2146 | g_loss: 3.4522
Epoch [   14/   20] | d_loss: 0.3990 | g_loss: 3.6273
Epoch [   14/   20] | d_loss: 0.4193 | g_loss: 3.5143
Epoch [   14/   20] | d_loss: 0.2158 | g_loss: 3.0858
Epoch [   14/   20] | d_loss: 0.2225 | g_loss: 3.9403
Epoch [   14/   20] | d_loss: 0.5786 | g_loss: 2.7701
Epoch [   14/   20] | d_loss: 0.3811 | g_loss: 1.7183
Epoch [   14/   20] | d_loss: 0.4386 | g_loss: 3.0816
Epoch [   14/   20] | d_loss: 0.6180 | g_loss: 3.9430
Epoch [   14/   20] | d_loss: 0.4445 | g_loss: 1.8211
Epoch [   15/   20] | d_loss: 1.1635 | g_loss: 5.5760
Epoch [   15/   20] | d_loss: 0.3628 | g_loss: 3.2227
Epoch [   15/   20] | d_loss: 0.2677 | g_loss: 2.3985
Epoch [   15/   20] | d_loss: 0.5242 | g_loss: 2.4811
Epoch [   15/   20] | d_loss: 0.3511 | g_loss: 2.5070
Epoch [   15/   20] | d_loss: 0.2960 | g_loss: 4.1077
Epoch [   15/   20] | d_loss: 0.2238 | g_loss: 3.2666
Epoch [   15/   20] | d_loss: 0.4469 | g_loss: 2.0930
Epoch [   15/   20] | d_loss: 0.5697 | g_loss: 2.3605
Epoch [   15/   20] | d_loss: 0.2945 | g_loss: 3.7518
Epoch [   15/   20] | d_loss: 0.6060 | g_loss: 2.6922
Epoch [   15/   20] | d_loss: 0.2874 | g_loss: 3.5722
Epoch [   15/   20] | d_loss: 0.8584 | g_loss: 3.5044
Epoch [   15/   20] | d_loss: 0.5369 | g_loss: 1.8242
Epoch [   15/   20] | d_loss: 0.4873 | g_loss: 2.6984
Epoch [   15/   20] | d_loss: 0.3485 | g_loss: 3.6132
Epoch [   15/   20] | d_loss: 1.4145 | g_loss: 1.0042
Epoch [   15/   20] | d_loss: 0.2055 | g_loss: 2.8299
Epoch [   15/   20] | d_loss: 0.4051 | g_loss: 2.9995
Epoch [   15/   20] | d_loss: 0.3214 | g_loss: 2.7032
Epoch [   15/   20] | d_loss: 0.1548 | g_loss: 3.3191
Epoch [   15/   20] | d_loss: 0.3066 | g_loss: 3.9644
Epoch [   15/   20] | d_loss: 0.7741 | g_loss: 4.0203
Epoch [   15/   20] | d_loss: 0.2372 | g_loss: 3.7659
Epoch [   15/   20] | d_loss: 0.1172 | g_loss: 3.7319
Epoch [   15/   20] | d_loss: 0.2894 | g_loss: 2.2138
Epoch [   15/   20] | d_loss: 0.3857 | g_loss: 4.3553
Epoch [   15/   20] | d_loss: 0.3302 | g_loss: 2.3015
Epoch [   15/   20] | d_loss: 0.2636 | g_loss: 2.9144
Epoch [   16/   20] | d_loss: 0.2303 | g_loss: 3.2943
Epoch [   16/   20] | d_loss: 0.3025 | g_loss: 1.9296
Epoch [   16/   20] | d_loss: 0.2983 | g_loss: 2.8289
Epoch [   16/   20] | d_loss: 0.6475 | g_loss: 4.0258
Epoch [   16/   20] | d_loss: 0.1767 | g_loss: 4.1330
Epoch [   16/   20] | d_loss: 1.7522 | g_loss: 7.0475
Epoch [   16/   20] | d_loss: 0.3454 | g_loss: 3.3225
Epoch [   16/   20] | d_loss: 0.2364 | g_loss: 2.1385
Epoch [   16/   20] | d_loss: 0.1054 | g_loss: 3.1920
Epoch [   16/   20] | d_loss: 0.5030 | g_loss: 4.4326
Epoch [   16/   20] | d_loss: 1.3005 | g_loss: 2.6452
Epoch [   16/   20] | d_loss: 0.4956 | g_loss: 2.9495
Epoch [   16/   20] | d_loss: 0.3476 | g_loss: 3.1779
Epoch [   16/   20] | d_loss: 0.2565 | g_loss: 3.0372
Epoch [   16/   20] | d_loss: 0.5736 | g_loss: 1.2693
Epoch [   16/   20] | d_loss: 0.1654 | g_loss: 3.7639
Epoch [   16/   20] | d_loss: 1.3197 | g_loss: 7.0328
Epoch [   16/   20] | d_loss: 0.3825 | g_loss: 3.1411
Epoch [   16/   20] | d_loss: 0.6572 | g_loss: 6.1516
Epoch [   16/   20] | d_loss: 0.5687 | g_loss: 3.4389
Epoch [   16/   20] | d_loss: 0.2574 | g_loss: 1.9049
Epoch [   16/   20] | d_loss: 0.4360 | g_loss: 3.2002
Epoch [   16/   20] | d_loss: 0.3401 | g_loss: 3.9239
Epoch [   16/   20] | d_loss: 0.1946 | g_loss: 3.1376
Epoch [   16/   20] | d_loss: 0.3360 | g_loss: 2.7115
Epoch [   16/   20] | d_loss: 0.8361 | g_loss: 4.9298
Epoch [   16/   20] | d_loss: 0.5487 | g_loss: 1.2841
Epoch [   16/   20] | d_loss: 0.1372 | g_loss: 4.2391
Epoch [   16/   20] | d_loss: 0.4218 | g_loss: 5.5479
Epoch [   17/   20] | d_loss: 0.6295 | g_loss: 5.1024
Epoch [   17/   20] | d_loss: 0.2607 | g_loss: 2.8166
Epoch [   17/   20] | d_loss: 0.0885 | g_loss: 3.1014
Epoch [   17/   20] | d_loss: 0.4606 | g_loss: 1.7810
Epoch [   17/   20] | d_loss: 0.2136 | g_loss: 3.0034
Epoch [   17/   20] | d_loss: 0.1657 | g_loss: 3.5931
Epoch [   17/   20] | d_loss: 0.2777 | g_loss: 5.1275
Epoch [   17/   20] | d_loss: 0.1356 | g_loss: 3.8728
Epoch [   17/   20] | d_loss: 0.2343 | g_loss: 2.7626
Epoch [   17/   20] | d_loss: 0.1970 | g_loss: 1.8066
Epoch [   17/   20] | d_loss: 0.4798 | g_loss: 5.0932
Epoch [   17/   20] | d_loss: 1.1589 | g_loss: 2.6851
Epoch [   17/   20] | d_loss: 0.4195 | g_loss: 2.6847
Epoch [   17/   20] | d_loss: 0.1824 | g_loss: 1.8262
Epoch [   17/   20] | d_loss: 0.1999 | g_loss: 4.6349
Epoch [   17/   20] | d_loss: 0.1896 | g_loss: 3.6896
Epoch [   17/   20] | d_loss: 0.3273 | g_loss: 4.2986
Epoch [   17/   20] | d_loss: 0.3750 | g_loss: 1.9083
Epoch [   17/   20] | d_loss: 0.6030 | g_loss: 1.5386
Epoch [   17/   20] | d_loss: 0.3061 | g_loss: 2.4724
Epoch [   17/   20] | d_loss: 0.7606 | g_loss: 4.2490
Epoch [   17/   20] | d_loss: 0.2996 | g_loss: 2.2930
Epoch [   17/   20] | d_loss: 0.2604 | g_loss: 4.4082
Epoch [   17/   20] | d_loss: 0.2960 | g_loss: 2.8240
Epoch [   17/   20] | d_loss: 1.0006 | g_loss: 5.4239
Epoch [   17/   20] | d_loss: 0.2266 | g_loss: 4.0360
Epoch [   17/   20] | d_loss: 0.3850 | g_loss: 3.4583
Epoch [   17/   20] | d_loss: 0.2329 | g_loss: 3.5468
Epoch [   17/   20] | d_loss: 1.0287 | g_loss: 1.0926
Epoch [   18/   20] | d_loss: 0.4601 | g_loss: 1.7792
Epoch [   18/   20] | d_loss: 0.7467 | g_loss: 2.9930
Epoch [   18/   20] | d_loss: 0.6759 | g_loss: 1.7749
Epoch [   18/   20] | d_loss: 0.3900 | g_loss: 3.1077
Epoch [   18/   20] | d_loss: 0.3862 | g_loss: 3.5308
Epoch [   18/   20] | d_loss: 0.4520 | g_loss: 5.3484
Epoch [   18/   20] | d_loss: 1.9156 | g_loss: 5.1348
Epoch [   18/   20] | d_loss: 0.5526 | g_loss: 4.9778
Epoch [   18/   20] | d_loss: 0.5371 | g_loss: 2.7554
Epoch [   18/   20] | d_loss: 0.2883 | g_loss: 4.2856
Epoch [   18/   20] | d_loss: 0.7010 | g_loss: 4.1789
Epoch [   18/   20] | d_loss: 0.4240 | g_loss: 3.8560
Epoch [   18/   20] | d_loss: 0.7693 | g_loss: 5.1840
Epoch [   18/   20] | d_loss: 0.2627 | g_loss: 2.9790
Epoch [   18/   20] | d_loss: 0.5388 | g_loss: 1.4707
Epoch [   18/   20] | d_loss: 0.5414 | g_loss: 2.1695
Epoch [   18/   20] | d_loss: 0.2651 | g_loss: 3.2260
Epoch [   18/   20] | d_loss: 0.5153 | g_loss: 2.6314
Epoch [   18/   20] | d_loss: 0.3070 | g_loss: 4.0444
Epoch [   18/   20] | d_loss: 0.1412 | g_loss: 4.9405
Epoch [   18/   20] | d_loss: 0.1287 | g_loss: 1.6178
Epoch [   18/   20] | d_loss: 0.3516 | g_loss: 3.2348
Epoch [   18/   20] | d_loss: 0.5418 | g_loss: 3.2880
Epoch [   18/   20] | d_loss: 0.1817 | g_loss: 3.1221
Epoch [   18/   20] | d_loss: 0.1580 | g_loss: 3.7058
Epoch [   18/   20] | d_loss: 0.3604 | g_loss: 2.4189
Epoch [   18/   20] | d_loss: 0.2091 | g_loss: 4.0885
Epoch [   18/   20] | d_loss: 0.3063 | g_loss: 1.6373
Epoch [   18/   20] | d_loss: 0.3931 | g_loss: 4.7206
Epoch [   19/   20] | d_loss: 0.2766 | g_loss: 5.2926
Epoch [   19/   20] | d_loss: 0.3359 | g_loss: 1.2574
Epoch [   19/   20] | d_loss: 0.2516 | g_loss: 4.1077
Epoch [   19/   20] | d_loss: 0.8234 | g_loss: 6.3415
Epoch [   19/   20] | d_loss: 0.1093 | g_loss: 3.0301
Epoch [   19/   20] | d_loss: 0.3873 | g_loss: 1.9690
Epoch [   19/   20] | d_loss: 0.4381 | g_loss: 3.7960
Epoch [   19/   20] | d_loss: 0.5830 | g_loss: 5.5182
Epoch [   19/   20] | d_loss: 0.2059 | g_loss: 4.7692
Epoch [   19/   20] | d_loss: 0.4424 | g_loss: 4.1920
Epoch [   19/   20] | d_loss: 0.1372 | g_loss: 4.8856
Epoch [   19/   20] | d_loss: 0.2958 | g_loss: 4.1473
Epoch [   19/   20] | d_loss: 0.2524 | g_loss: 4.4771
Epoch [   19/   20] | d_loss: 0.4180 | g_loss: 1.4972
Epoch [   19/   20] | d_loss: 1.0455 | g_loss: 6.5623
Epoch [   19/   20] | d_loss: 0.1506 | g_loss: 3.2163
Epoch [   19/   20] | d_loss: 0.2234 | g_loss: 3.3308
Epoch [   19/   20] | d_loss: 0.1690 | g_loss: 2.3168
Epoch [   19/   20] | d_loss: 0.0804 | g_loss: 2.8768
Epoch [   19/   20] | d_loss: 0.1455 | g_loss: 4.2924
Epoch [   19/   20] | d_loss: 0.4628 | g_loss: 1.5989
Epoch [   19/   20] | d_loss: 0.1248 | g_loss: 3.1624
Epoch [   19/   20] | d_loss: 0.1537 | g_loss: 4.0749
Epoch [   19/   20] | d_loss: 0.2130 | g_loss: 2.4787
Epoch [   19/   20] | d_loss: 0.3828 | g_loss: 3.8341
Epoch [   19/   20] | d_loss: 0.3289 | g_loss: 3.3043
Epoch [   19/   20] | d_loss: 0.2448 | g_loss: 2.6198
Epoch [   19/   20] | d_loss: 0.2034 | g_loss: 3.2047
Epoch [   19/   20] | d_loss: 0.4018 | g_loss: 3.8547
Epoch [   20/   20] | d_loss: 0.5340 | g_loss: 3.0435
Epoch [   20/   20] | d_loss: 0.2704 | g_loss: 4.8283
Epoch [   20/   20] | d_loss: 0.4586 | g_loss: 2.6322
Epoch [   20/   20] | d_loss: 0.2748 | g_loss: 2.3703
Epoch [   20/   20] | d_loss: 0.0799 | g_loss: 3.9258
Epoch [   20/   20] | d_loss: 0.1704 | g_loss: 4.4971
Epoch [   20/   20] | d_loss: 0.2889 | g_loss: 2.4554
Epoch [   20/   20] | d_loss: 0.2249 | g_loss: 2.8201
Epoch [   20/   20] | d_loss: 0.1894 | g_loss: 3.6996
Epoch [   20/   20] | d_loss: 0.1755 | g_loss: 3.7248
Epoch [   20/   20] | d_loss: 0.2115 | g_loss: 3.9975
Epoch [   20/   20] | d_loss: 0.2726 | g_loss: 4.3918
Epoch [   20/   20] | d_loss: 0.0667 | g_loss: 3.8499
Epoch [   20/   20] | d_loss: 0.1641 | g_loss: 1.9584
Epoch [   20/   20] | d_loss: 0.2705 | g_loss: 6.2796
Epoch [   20/   20] | d_loss: 0.1872 | g_loss: 4.4960
Epoch [   20/   20] | d_loss: 0.2486 | g_loss: 3.1945
Epoch [   20/   20] | d_loss: 0.2145 | g_loss: 3.0209
Epoch [   20/   20] | d_loss: 0.2657 | g_loss: 2.7360
Epoch [   20/   20] | d_loss: 0.4354 | g_loss: 3.9983
Epoch [   20/   20] | d_loss: 0.1017 | g_loss: 4.0707
Epoch [   20/   20] | d_loss: 0.2343 | g_loss: 3.4471
Epoch [   20/   20] | d_loss: 0.1341 | g_loss: 4.6520
Epoch [   20/   20] | d_loss: 0.9072 | g_loss: 2.2920
Epoch [   20/   20] | d_loss: 0.2334 | g_loss: 4.1295
Epoch [   20/   20] | d_loss: 0.2172 | g_loss: 4.6983
Epoch [   20/   20] | d_loss: 0.1209 | g_loss: 4.1351
Epoch [   20/   20] | d_loss: 0.0935 | g_loss: 4.4833
Epoch [   20/   20] | d_loss: 0.5310 | g_loss: 2.0952

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fb448448f60>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

Dataset

I noticed these images were all pale skinned celebrities. There weren't any dark skinned celebrities on there. In my opinion, we need a dataset that has different races in it so the neural network can learn and produce more accurate results. A dataset which has a representation of other diversified races and even people with disabilty will create a more trusted and an unbiased model.

Model Size

I do feel if we have a deeper model, the neural network will perform better. According to the "NIPS 2016 Tutorial" by Ian Goodfellow he suggests to balance the generator and dicriminator by choosing the model size. This paper says "In practice, the discriminator is usually deeper and sometimes has more filters per layer than the generator. This may be because it is important for the discriminator to be able to correctly estimate the ratio between the data density and generator density, but it may also be an artifact of the mode collapse problem—since the generator tends not to use its full capacity with current training methods, practitioners presumably do not see much of a benefit from increasing the generator capacity. If the mode collapse problem can be overcome, generator sizes will presumably increase. It is not clear whether discriminator sizes will increase proportionally."

Optimization Strategy

Adam optimizer is usually the optimization algorithm of choice for GANS. According to Soumith Chintala's work on "How to train a GAN? Tips and Tricks to make GANs work." he says the ADAM optimizer rules. Anything less than 10 epochs does not produce good images. A good rule of thumb is to have more than 10 epoch in order to get good results on the images. In addition, in the "Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks" paper by Alec Radford, Luke Metz and Soumith Chintala they say "We found the suggested learning rate of 0.001, to be too high, using 0.0002 instead. Additionally, we found leaving the momentum term β1 at the suggested value of 0.9 resulted in training oscillation and instability while reducing it to 0.5 helped stabilize training."

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.